{"id":"W4212884879","doi":"10.1332/policypress/9781529208627.001.0001","title":"Contesting Higher Education","year":2020,"lang":"en","type":"book","venue":"Policy Press eBooks","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Social movement; Political science; Contentious politics; Empowerment; Relevance (law); Neoliberalism (international relations); Public administration; Political economy; Sociology; Public relations; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000235191,0.0001974856,0.0002136928,0.00009128287,0.0004455732,0.0002154495,0.0003658998,0.0002164064,0.0004304567],"category_scores_gemma":[0.0002016826,0.0002190172,0.00009142581,0.00002448926,0.0001488914,0.0000880734,0.00008556142,0.0004330105,0.0001782872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004796332,"about_ca_system_score_gemma":0.005125089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01166612,"about_ca_topic_score_gemma":0.00009811433,"domain_scores_codex":[0.9985082,0.0002102099,0.0002603475,0.0003103855,0.0004000971,0.0003107338],"domain_scores_gemma":[0.998856,0.0002049706,0.0002729844,0.0002504098,0.0001314062,0.0002842132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000167979,0.00001097608,0.000002371696,0.0000278082,0.0000196641,6.170958e-7,0.004527061,2.905978e-7,0.000001417663,0.5894656,0.3949309,0.01101153],"study_design_scores_gemma":[0.00006476388,0.00001031488,0.00003275582,0.00006684291,0.00004394931,3.070342e-7,0.000108276,3.648551e-7,0.000004383374,0.02196216,0.9774899,0.0002159747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001868123,0.0005247107,0.000005127228,0.005895119,0.001630077,0.0004053606,0.00001628687,0.0001890698,0.9913324],"genre_scores_gemma":[0.001178584,0.00008477663,0.0001967179,0.004739357,0.01000488,0.0001285058,0.00003339685,0.00004841063,0.9835854],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.582559,"threshold_uncertainty_score":0.9949153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1974596378849978,"score_gpt":0.4171980470059791,"score_spread":0.2197384091209813,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}